Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 777 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 103.3 KiB |
| Average record size in memory | 136.2 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 8 |
AverageOfLowerTRange is highly overall correlated with AverageOfUpperTRange and 4 other fields | High correlation |
AverageOfUpperTRange is highly overall correlated with AverageOfLowerTRange and 4 other fields | High correlation |
AverageRainingDays is highly overall correlated with RainingDays and 1 other fields | High correlation |
MaxOfLowerTRange is highly overall correlated with AverageOfLowerTRange and 4 other fields | High correlation |
MaxOfUpperTRange is highly overall correlated with AverageOfLowerTRange and 4 other fields | High correlation |
MinOfLowerTRange is highly overall correlated with AverageOfLowerTRange and 4 other fields | High correlation |
MinOfUpperTRange is highly overall correlated with AverageOfLowerTRange and 4 other fields | High correlation |
RainingDays is highly overall correlated with AverageRainingDays and 3 other fields | High correlation |
clonesize is highly overall correlated with fruitset and 1 other fields | High correlation |
fruitmass is highly overall correlated with fruitset and 2 other fields | High correlation |
fruitset is highly overall correlated with RainingDays and 4 other fields | High correlation |
honeybee is highly overall correlated with clonesize | High correlation |
seeds is highly overall correlated with RainingDays and 3 other fields | High correlation |
yield is highly overall correlated with AverageRainingDays and 4 other fields | High correlation |
fruitset has unique values | Unique |
fruitmass has unique values | Unique |
seeds has unique values | Unique |
yield has unique values | Unique |
honeybee has 8 (1.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-31 18:59:42.631251 |
|---|---|
| Analysis finished | 2024-01-31 19:00:03.567757 |
| Duration | 20.94 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
clonesize
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.767696 |
| Minimum | 10 |
|---|---|
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 12.5 |
| Q1 | 12.5 |
| median | 12.5 |
| Q3 | 25 |
| 95-th percentile | 25 |
| Maximum | 40 |
| Range | 30 |
| Interquartile range (IQR) | 12.5 |
Descriptive statistics
| Standard deviation | 6.9990628 |
|---|---|
| Coefficient of variation (CV) | 0.37293138 |
| Kurtosis | -0.62569026 |
| Mean | 18.767696 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.57537501 |
| Sum | 14582.5 |
| Variance | 48.98688 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 12.5 | 406 | |
| 25 | 328 | |
| 37.5 | 25 | 3.2% |
| 20 | 16 | 2.1% |
| 10 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | 0.1% |
| 12.5 | 406 | |
| 20 | 16 | 2.1% |
| 25 | 328 | |
| 37.5 | 25 | 3.2% |
| 40 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 37.5 | 25 | 3.2% |
| 25 | 328 | |
| 20 | 16 | 2.1% |
| 12.5 | 406 | |
| 10 | 1 | 0.1% |
honeybee
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41713256 |
| Minimum | 0 |
|---|---|
| Maximum | 18.43 |
| Zeros | 8 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.25 |
| Q1 | 0.25 |
| median | 0.25 |
| Q3 | 0.5 |
| 95-th percentile | 0.5 |
| Maximum | 18.43 |
| Range | 18.43 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.97890379 |
|---|---|
| Coefficient of variation (CV) | 2.3467451 |
| Kurtosis | 299.01242 |
| Mean | 0.41713256 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.760583 |
| Sum | 324.112 |
| Variance | 0.95825264 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0.25 | 446 | |
| 0.5 | 302 | |
| 0.75 | 11 | 1.4% |
| 0 | 8 | 1.0% |
| 0.537 | 6 | 0.8% |
| 6.64 | 2 | 0.3% |
| 18.43 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 8 | 1.0% |
| 0.25 | 446 | |
| 0.5 | 302 | |
| 0.537 | 6 | 0.8% |
| 0.75 | 11 | 1.4% |
| 6.64 | 2 | 0.3% |
| 18.43 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 18.43 | 2 | 0.3% |
| 6.64 | 2 | 0.3% |
| 0.75 | 11 | 1.4% |
| 0.537 | 6 | 0.8% |
| 0.5 | 302 | |
| 0.25 | 446 | |
| 0 | 8 | 1.0% |
bumbles
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28238867 |
| Minimum | 0 |
|---|---|
| Maximum | 0.585 |
| Zeros | 4 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.25 |
| Q1 | 0.25 |
| median | 0.25 |
| Q3 | 0.38 |
| 95-th percentile | 0.38 |
| Maximum | 0.585 |
| Range | 0.585 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.066343419 |
|---|---|
| Coefficient of variation (CV) | 0.23493654 |
| Kurtosis | 1.7073863 |
| Mean | 0.28238867 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.15344052 |
| Sum | 219.416 |
| Variance | 0.0044014493 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.25 | 547 | |
| 0.38 | 212 | 27.3% |
| 0.117 | 7 | 0.9% |
| 0 | 4 | 0.5% |
| 0.042 | 2 | 0.3% |
| 0.202 | 1 | 0.1% |
| 0.065 | 1 | 0.1% |
| 0.585 | 1 | 0.1% |
| 0.293 | 1 | 0.1% |
| 0.058 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.5% |
| 0.042 | 2 | 0.3% |
| 0.058 | 1 | 0.1% |
| 0.065 | 1 | 0.1% |
| 0.117 | 7 | 0.9% |
| 0.202 | 1 | 0.1% |
| 0.25 | 547 | |
| 0.293 | 1 | 0.1% |
| 0.38 | 212 | 27.3% |
| 0.585 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.585 | 1 | 0.1% |
| 0.38 | 212 | 27.3% |
| 0.293 | 1 | 0.1% |
| 0.25 | 547 | |
| 0.202 | 1 | 0.1% |
| 0.117 | 7 | 0.9% |
| 0.065 | 1 | 0.1% |
| 0.058 | 1 | 0.1% |
| 0.042 | 2 | 0.3% |
| 0 | 4 | 0.5% |
andrena
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.46881725 |
| Minimum | 0 |
|---|---|
| Maximum | 0.75 |
| Zeros | 4 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.25 |
| Q1 | 0.38 |
| median | 0.5 |
| Q3 | 0.63 |
| 95-th percentile | 0.75 |
| Maximum | 0.75 |
| Range | 0.75 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.16105207 |
|---|---|
| Coefficient of variation (CV) | 0.34352848 |
| Kurtosis | -0.66168986 |
| Mean | 0.46881725 |
| Median Absolute Deviation (MAD) | 0.12 |
| Skewness | 0.18684962 |
| Sum | 364.271 |
| Variance | 0.025937771 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.38 | 224 | |
| 0.5 | 192 | |
| 0.25 | 131 | |
| 0.63 | 116 | |
| 0.75 | 96 | |
| 0.409 | 8 | 1.0% |
| 0 | 4 | 0.5% |
| 0.147 | 2 | 0.3% |
| 0.707 | 1 | 0.1% |
| 0.229 | 1 | 0.1% |
| Other values (2) | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.5% |
| 0.147 | 2 | 0.3% |
| 0.229 | 1 | 0.1% |
| 0.234 | 1 | 0.1% |
| 0.25 | 131 | |
| 0.38 | 224 | |
| 0.409 | 8 | 1.0% |
| 0.5 | 192 | |
| 0.585 | 1 | 0.1% |
| 0.63 | 116 |
| Value | Count | Frequency (%) |
| 0.75 | 96 | |
| 0.707 | 1 | 0.1% |
| 0.63 | 116 | |
| 0.585 | 1 | 0.1% |
| 0.5 | 192 | |
| 0.409 | 8 | 1.0% |
| 0.38 | 224 | |
| 0.25 | 131 | |
| 0.234 | 1 | 0.1% |
| 0.229 | 1 | 0.1% |
osmia
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56206178 |
| Minimum | 0 |
|---|---|
| Maximum | 0.75 |
| Zeros | 4 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.25 |
| Q1 | 0.5 |
| median | 0.63 |
| Q3 | 0.75 |
| 95-th percentile | 0.75 |
| Maximum | 0.75 |
| Range | 0.75 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.16911936 |
|---|---|
| Coefficient of variation (CV) | 0.30089106 |
| Kurtosis | 0.55583743 |
| Mean | 0.56206178 |
| Median Absolute Deviation (MAD) | 0.12 |
| Skewness | -0.91934736 |
| Sum | 436.722 |
| Variance | 0.02860136 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.5 | 228 | |
| 0.63 | 208 | |
| 0.75 | 208 | |
| 0.25 | 72 | 9.3% |
| 0.38 | 43 | 5.5% |
| 0.058 | 8 | 1.0% |
| 0 | 4 | 0.5% |
| 0.021 | 2 | 0.3% |
| 0.101 | 1 | 0.1% |
| 0.033 | 1 | 0.1% |
| Other values (2) | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.5% |
| 0.021 | 2 | 0.3% |
| 0.033 | 1 | 0.1% |
| 0.058 | 8 | 1.0% |
| 0.101 | 1 | 0.1% |
| 0.117 | 1 | 0.1% |
| 0.25 | 72 | 9.3% |
| 0.38 | 43 | 5.5% |
| 0.5 | 228 | |
| 0.585 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.75 | 208 | |
| 0.63 | 208 | |
| 0.585 | 1 | 0.1% |
| 0.5 | 228 | |
| 0.38 | 43 | 5.5% |
| 0.25 | 72 | 9.3% |
| 0.117 | 1 | 0.1% |
| 0.101 | 1 | 0.1% |
| 0.058 | 8 | 1.0% |
| 0.033 | 1 | 0.1% |
MaxOfUpperTRange
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| 86.0 | |
|---|---|
| 94.6 | |
| 77.4 | |
| 69.7 | |
| 89.0 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3108 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 86.0 |
|---|---|
| 2nd row | 86.0 |
| 3rd row | 94.6 |
| 4th row | 94.6 |
| 5th row | 86.0 |
Common Values
| Value | Count | Frequency (%) |
| 86.0 | 212 | |
| 94.6 | 194 | |
| 77.4 | 188 | |
| 69.7 | 181 | |
| 89.0 | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 86.0 | 212 | |
| 94.6 | 194 | |
| 77.4 | 188 | |
| 69.7 | 181 | |
| 89.0 | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 777 | |
| 6 | 587 | |
| 7 | 557 | |
| 4 | 382 | |
| 9 | 377 | |
| 8 | 214 | 6.9% |
| 0 | 214 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2331 | |
| Other Punctuation | 777 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 587 | |
| 7 | 557 | |
| 4 | 382 | |
| 9 | 377 | |
| 8 | 214 | 9.2% |
| 0 | 214 | 9.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3108 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 777 | |
| 6 | 587 | |
| 7 | 557 | |
| 4 | 382 | |
| 9 | 377 | |
| 8 | 214 | 6.9% |
| 0 | 214 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 777 | |
| 6 | 587 | |
| 7 | 557 | |
| 4 | 382 | |
| 9 | 377 | |
| 8 | 214 | 6.9% |
| 0 | 214 | 6.9% |
MinOfUpperTRange
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| 52.0 | |
|---|---|
| 57.2 | |
| 46.8 | |
| 42.1 | |
| 39.0 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3108 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 52.0 |
|---|---|
| 2nd row | 52.0 |
| 3rd row | 57.2 |
| 4th row | 57.2 |
| 5th row | 52.0 |
Common Values
| Value | Count | Frequency (%) |
| 52.0 | 212 | |
| 57.2 | 194 | |
| 46.8 | 188 | |
| 42.1 | 181 | |
| 39.0 | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 52.0 | 212 | |
| 57.2 | 194 | |
| 46.8 | 188 | |
| 42.1 | 181 | |
| 39.0 | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 777 | |
| 2 | 587 | |
| 5 | 406 | |
| 4 | 369 | |
| 0 | 214 | 6.9% |
| 7 | 194 | 6.2% |
| 6 | 188 | 6.0% |
| 8 | 188 | 6.0% |
| 1 | 181 | 5.8% |
| 3 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2331 | |
| Other Punctuation | 777 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 587 | |
| 5 | 406 | |
| 4 | 369 | |
| 0 | 214 | 9.2% |
| 7 | 194 | 8.3% |
| 6 | 188 | 8.1% |
| 8 | 188 | 8.1% |
| 1 | 181 | 7.8% |
| 3 | 2 | 0.1% |
| 9 | 2 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3108 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 777 | |
| 2 | 587 | |
| 5 | 406 | |
| 4 | 369 | |
| 0 | 214 | 6.9% |
| 7 | 194 | 6.2% |
| 6 | 188 | 6.0% |
| 8 | 188 | 6.0% |
| 1 | 181 | 5.8% |
| 3 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 777 | |
| 2 | 587 | |
| 5 | 406 | |
| 4 | 369 | |
| 0 | 214 | 6.9% |
| 7 | 194 | 6.2% |
| 6 | 188 | 6.0% |
| 8 | 188 | 6.0% |
| 1 | 181 | 5.8% |
| 3 | 2 | 0.1% |
AverageOfUpperTRange
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| 71.9 | |
|---|---|
| 79.0 | |
| 64.7 | |
| 58.2 | |
| 65.6 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3108 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 71.9 |
|---|---|
| 2nd row | 71.9 |
| 3rd row | 79.0 |
| 4th row | 79.0 |
| 5th row | 71.9 |
Common Values
| Value | Count | Frequency (%) |
| 71.9 | 212 | |
| 79.0 | 194 | |
| 64.7 | 188 | |
| 58.2 | 181 | |
| 65.6 | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 71.9 | 212 | |
| 79.0 | 194 | |
| 64.7 | 188 | |
| 58.2 | 181 | |
| 65.6 | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 777 | |
| 7 | 594 | |
| 9 | 406 | |
| 1 | 212 | 6.8% |
| 0 | 194 | 6.2% |
| 6 | 192 | 6.2% |
| 4 | 188 | 6.0% |
| 5 | 183 | 5.9% |
| 8 | 181 | 5.8% |
| 2 | 181 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2331 | |
| Other Punctuation | 777 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 7 | 594 | |
| 9 | 406 | |
| 1 | 212 | 9.1% |
| 0 | 194 | 8.3% |
| 6 | 192 | 8.2% |
| 4 | 188 | 8.1% |
| 5 | 183 | 7.9% |
| 8 | 181 | 7.8% |
| 2 | 181 | 7.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3108 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 777 | |
| 7 | 594 | |
| 9 | 406 | |
| 1 | 212 | 6.8% |
| 0 | 194 | 6.2% |
| 6 | 192 | 6.2% |
| 4 | 188 | 6.0% |
| 5 | 183 | 5.9% |
| 8 | 181 | 5.8% |
| 2 | 181 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 777 | |
| 7 | 594 | |
| 9 | 406 | |
| 1 | 212 | 6.8% |
| 0 | 194 | 6.2% |
| 6 | 192 | 6.2% |
| 4 | 188 | 6.0% |
| 5 | 183 | 5.9% |
| 8 | 181 | 5.8% |
| 2 | 181 | 5.8% |
MaxOfLowerTRange
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| 62.0 | |
|---|---|
| 68.2 | |
| 55.8 | |
| 50.2 | |
| 66.0 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3108 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 62.0 |
|---|---|
| 2nd row | 62.0 |
| 3rd row | 68.2 |
| 4th row | 68.2 |
| 5th row | 62.0 |
Common Values
| Value | Count | Frequency (%) |
| 62.0 | 212 | |
| 68.2 | 194 | |
| 55.8 | 188 | |
| 50.2 | 181 | |
| 66.0 | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 62.0 | 212 | |
| 68.2 | 194 | |
| 55.8 | 188 | |
| 50.2 | 181 | |
| 66.0 | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 777 | |
| 2 | 587 | |
| 5 | 557 | |
| 6 | 410 | |
| 0 | 395 | |
| 8 | 382 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2331 | |
| Other Punctuation | 777 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 587 | |
| 5 | 557 | |
| 6 | 410 | |
| 0 | 395 | |
| 8 | 382 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3108 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 777 | |
| 2 | 587 | |
| 5 | 557 | |
| 6 | 410 | |
| 0 | 395 | |
| 8 | 382 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 777 | |
| 2 | 587 | |
| 5 | 557 | |
| 6 | 410 | |
| 0 | 395 | |
| 8 | 382 |
MinOfLowerTRange
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| 30.0 | |
|---|---|
| 33.0 | |
| 27.0 | |
| 24.3 | |
| 28.0 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3108 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 30.0 |
|---|---|
| 2nd row | 30.0 |
| 3rd row | 33.0 |
| 4th row | 33.0 |
| 5th row | 30.0 |
Common Values
| Value | Count | Frequency (%) |
| 30.0 | 212 | |
| 33.0 | 194 | |
| 27.0 | 188 | |
| 24.3 | 181 | |
| 28.0 | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 30.0 | 212 | |
| 33.0 | 194 | |
| 27.0 | 188 | |
| 24.3 | 181 | |
| 28.0 | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 808 | |
| 3 | 781 | |
| . | 777 | |
| 2 | 371 | |
| 7 | 188 | 6.0% |
| 4 | 181 | 5.8% |
| 8 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2331 | |
| Other Punctuation | 777 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 808 | |
| 3 | 781 | |
| 2 | 371 | |
| 7 | 188 | 8.1% |
| 4 | 181 | 7.8% |
| 8 | 2 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3108 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 808 | |
| 3 | 781 | |
| . | 777 | |
| 2 | 371 | |
| 7 | 188 | 6.0% |
| 4 | 181 | 5.8% |
| 8 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 808 | |
| 3 | 781 | |
| . | 777 | |
| 2 | 371 | |
| 7 | 188 | 6.0% |
| 4 | 181 | 5.8% |
| 8 | 2 | 0.1% |
AverageOfLowerTRange
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| 50.8 | |
|---|---|
| 55.9 | |
| 45.8 | |
| 41.2 | |
| 45.3 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3108 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 50.8 |
|---|---|
| 2nd row | 50.8 |
| 3rd row | 55.9 |
| 4th row | 55.9 |
| 5th row | 50.8 |
Common Values
| Value | Count | Frequency (%) |
| 50.8 | 212 | |
| 55.9 | 194 | |
| 45.8 | 188 | |
| 41.2 | 181 | |
| 45.3 | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 50.8 | 212 | |
| 55.9 | 194 | |
| 45.8 | 188 | |
| 41.2 | 181 | |
| 45.3 | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 790 | |
| . | 777 | |
| 8 | 400 | |
| 4 | 371 | |
| 0 | 212 | 6.8% |
| 9 | 194 | 6.2% |
| 1 | 181 | 5.8% |
| 2 | 181 | 5.8% |
| 3 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2331 | |
| Other Punctuation | 777 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 790 | |
| 8 | 400 | |
| 4 | 371 | |
| 0 | 212 | 9.1% |
| 9 | 194 | 8.3% |
| 1 | 181 | 7.8% |
| 2 | 181 | 7.8% |
| 3 | 2 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3108 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 790 | |
| . | 777 | |
| 8 | 400 | |
| 4 | 371 | |
| 0 | 212 | 6.8% |
| 9 | 194 | 6.2% |
| 1 | 181 | 5.8% |
| 2 | 181 | 5.8% |
| 3 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 790 | |
| . | 777 | |
| 8 | 400 | |
| 4 | 371 | |
| 0 | 212 | 6.8% |
| 9 | 194 | 6.2% |
| 1 | 181 | 5.8% |
| 2 | 181 | 5.8% |
| 3 | 2 | 0.1% |
RainingDays
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| 16.0 | |
|---|---|
| 1.0 | |
| 24.0 | |
| 34.0 | |
| 3.77 | 16 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.7528958 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2916 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 16.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 16.0 |
| 4th row | 1.0 |
| 5th row | 24.0 |
Common Values
| Value | Count | Frequency (%) |
| 16.0 | 194 | |
| 1.0 | 192 | |
| 24.0 | 188 | |
| 34.0 | 187 | |
| 3.77 | 16 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 16.0 | 194 | |
| 1.0 | 192 | |
| 24.0 | 188 | |
| 34.0 | 187 | |
| 3.77 | 16 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 777 | |
| 0 | 761 | |
| 1 | 386 | |
| 4 | 375 | |
| 3 | 203 | 7.0% |
| 6 | 194 | 6.7% |
| 2 | 188 | 6.4% |
| 7 | 32 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2139 | |
| Other Punctuation | 777 | 26.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 761 | |
| 1 | 386 | |
| 4 | 375 | |
| 3 | 203 | 9.5% |
| 6 | 194 | 9.1% |
| 2 | 188 | 8.8% |
| 7 | 32 | 1.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2916 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 777 | |
| 0 | 761 | |
| 1 | 386 | |
| 4 | 375 | |
| 3 | 203 | 7.0% |
| 6 | 194 | 6.7% |
| 2 | 188 | 6.4% |
| 7 | 32 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2916 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 777 | |
| 0 | 761 | |
| 1 | 386 | |
| 4 | 375 | |
| 3 | 203 | 7.0% |
| 6 | 194 | 6.7% |
| 2 | 188 | 6.4% |
| 7 | 32 | 1.1% |
AverageRainingDays
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| 0.26 | |
|---|---|
| 0.1 | |
| 0.39 | |
| 0.56 | |
| 0.06 | 16 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.7528958 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2916 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.26 |
|---|---|
| 2nd row | 0.1 |
| 3rd row | 0.26 |
| 4th row | 0.1 |
| 5th row | 0.39 |
Common Values
| Value | Count | Frequency (%) |
| 0.26 | 194 | |
| 0.1 | 192 | |
| 0.39 | 188 | |
| 0.56 | 187 | |
| 0.06 | 16 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.26 | 194 | |
| 0.1 | 192 | |
| 0.39 | 188 | |
| 0.56 | 187 | |
| 0.06 | 16 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 793 | |
| . | 777 | |
| 6 | 397 | |
| 2 | 194 | 6.7% |
| 1 | 192 | 6.6% |
| 3 | 188 | 6.4% |
| 9 | 188 | 6.4% |
| 5 | 187 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2139 | |
| Other Punctuation | 777 | 26.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 793 | |
| 6 | 397 | |
| 2 | 194 | 9.1% |
| 1 | 192 | 9.0% |
| 3 | 188 | 8.8% |
| 9 | 188 | 8.8% |
| 5 | 187 | 8.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2916 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 793 | |
| . | 777 | |
| 6 | 397 | |
| 2 | 194 | 6.7% |
| 1 | 192 | 6.6% |
| 3 | 188 | 6.4% |
| 9 | 188 | 6.4% |
| 5 | 187 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2916 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 793 | |
| . | 777 | |
| 6 | 397 | |
| 2 | 194 | 6.7% |
| 1 | 192 | 6.6% |
| 3 | 188 | 6.4% |
| 9 | 188 | 6.4% |
| 5 | 187 | 6.4% |
fruitset
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 777 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5021206 |
| Minimum | 0.19273166 |
|---|---|
| Maximum | 0.65214409 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 0.19273166 |
|---|---|
| 5-th percentile | 0.36205079 |
| Q1 | 0.45472522 |
| median | 0.50829653 |
| Q3 | 0.56129652 |
| 95-th percentile | 0.618005 |
| Maximum | 0.65214409 |
| Range | 0.45941243 |
| Interquartile range (IQR) | 0.10657131 |
Descriptive statistics
| Standard deviation | 0.07944509 |
|---|---|
| Coefficient of variation (CV) | 0.15821914 |
| Kurtosis | 0.066651397 |
| Mean | 0.5021206 |
| Median Absolute Deviation (MAD) | 0.05357131 |
| Skewness | -0.52399611 |
| Sum | 390.14771 |
| Variance | 0.0063115224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.410652063 | 1 | 0.1% |
| 0.473458531 | 1 | 0.1% |
| 0.320564713 | 1 | 0.1% |
| 0.497274998 | 1 | 0.1% |
| 0.527189908 | 1 | 0.1% |
| 0.459358436 | 1 | 0.1% |
| 0.460126356 | 1 | 0.1% |
| 0.466297848 | 1 | 0.1% |
| 0.449877074 | 1 | 0.1% |
| 0.429000524 | 1 | 0.1% |
| Other values (767) | 767 |
| Value | Count | Frequency (%) |
| 0.192731658 | 1 | |
| 0.233554492 | 1 | |
| 0.246568004 | 1 | |
| 0.249334678 | 1 | |
| 0.262139643 | 1 | |
| 0.279535801 | 1 | |
| 0.283055065 | 1 | |
| 0.284442614 | 1 | |
| 0.288159094 | 1 | |
| 0.308856187 | 1 |
| Value | Count | Frequency (%) |
| 0.652144089 | 1 | |
| 0.645640994 | 1 | |
| 0.645475445 | 1 | |
| 0.644329005 | 1 | |
| 0.642881721 | 1 | |
| 0.641617746 | 1 | |
| 0.641480254 | 1 | |
| 0.640742728 | 1 | |
| 0.638787728 | 1 | |
| 0.638323095 | 1 |
fruitmass
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 777 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.44598335 |
| Minimum | 0.31192097 |
|---|---|
| Maximum | 0.53566048 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 0.31192097 |
|---|---|
| 5-th percentile | 0.38116364 |
| Q1 | 0.41628058 |
| median | 0.44558746 |
| Q3 | 0.47614911 |
| 95-th percentile | 0.51106598 |
| Maximum | 0.53566048 |
| Range | 0.22373951 |
| Interquartile range (IQR) | 0.059868529 |
Descriptive statistics
| Standard deviation | 0.040332669 |
|---|---|
| Coefficient of variation (CV) | 0.090435368 |
| Kurtosis | -0.45612971 |
| Mean | 0.44598335 |
| Median Absolute Deviation (MAD) | 0.030056125 |
| Skewness | -0.1044605 |
| Sum | 346.52907 |
| Variance | 0.0016267242 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.408159008 | 1 | 0.1% |
| 0.437681481 | 1 | 0.1% |
| 0.372338285 | 1 | 0.1% |
| 0.450749828 | 1 | 0.1% |
| 0.463020067 | 1 | 0.1% |
| 0.41015323 | 1 | 0.1% |
| 0.407704613 | 1 | 0.1% |
| 0.434276914 | 1 | 0.1% |
| 0.42727728 | 1 | 0.1% |
| 0.391211231 | 1 | 0.1% |
| Other values (767) | 767 |
| Value | Count | Frequency (%) |
| 0.311920972 | 1 | |
| 0.320727305 | 1 | |
| 0.335338738 | 1 | |
| 0.336240383 | 1 | |
| 0.342825548 | 1 | |
| 0.349353787 | 1 | |
| 0.352186419 | 1 | |
| 0.35441498 | 1 | |
| 0.355875536 | 1 | |
| 0.358821427 | 1 |
| Value | Count | Frequency (%) |
| 0.535660479 | 1 | |
| 0.532772006 | 1 | |
| 0.532222816 | 1 | |
| 0.530933466 | 1 | |
| 0.52979144 | 1 | |
| 0.529619103 | 1 | |
| 0.529501569 | 1 | |
| 0.528322189 | 1 | |
| 0.527895672 | 1 | |
| 0.527735445 | 1 |
seeds
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 777 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.122432 |
| Minimum | 22.079199 |
|---|---|
| Maximum | 46.585105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 22.079199 |
|---|---|
| 5-th percentile | 29.08379 |
| Q1 | 33.116091 |
| median | 36.166044 |
| Q3 | 39.239668 |
| 95-th percentile | 43.297721 |
| Maximum | 46.585105 |
| Range | 24.505906 |
| Interquartile range (IQR) | 6.1235768 |
Descriptive statistics
| Standard deviation | 4.3778889 |
|---|---|
| Coefficient of variation (CV) | 0.12119585 |
| Kurtosis | -0.39095756 |
| Mean | 36.122432 |
| Median Absolute Deviation (MAD) | 3.0736243 |
| Skewness | -0.063015557 |
| Sum | 28067.129 |
| Variance | 19.165911 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31.67889844 | 1 | 0.1% |
| 34.72483444 | 1 | 0.1% |
| 27.71977169 | 1 | 0.1% |
| 36.36293728 | 1 | 0.1% |
| 37.62977375 | 1 | 0.1% |
| 33.07391322 | 1 | 0.1% |
| 32.81456057 | 1 | 0.1% |
| 34.33876109 | 1 | 0.1% |
| 33.52074419 | 1 | 0.1% |
| 31.07883034 | 1 | 0.1% |
| Other values (767) | 767 |
| Value | Count | Frequency (%) |
| 22.07919927 | 1 | |
| 23.41277571 | 1 | |
| 24.32062733 | 1 | |
| 24.60174115 | 1 | |
| 25.0423614 | 1 | |
| 25.43353016 | 1 | |
| 26.05469186 | 1 | |
| 26.10117938 | 1 | |
| 26.28235597 | 1 | |
| 26.48732245 | 1 |
| Value | Count | Frequency (%) |
| 46.58510536 | 1 | |
| 46.36934409 | 1 | |
| 46.13942523 | 1 | |
| 45.95298911 | 1 | |
| 45.80306982 | 1 | |
| 45.718182 | 1 | |
| 45.61979691 | 1 | |
| 45.48708185 | 1 | |
| 45.47838117 | 1 | |
| 45.40338621 | 1 |
yield
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 777 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6012.8492 |
| Minimum | 1637.704 |
|---|---|
| Maximum | 8969.4018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 1637.704 |
|---|---|
| 5-th percentile | 3702.6761 |
| Q1 | 5124.8549 |
| median | 6107.3825 |
| Q3 | 7022.1897 |
| 95-th percentile | 8087.1945 |
| Maximum | 8969.4018 |
| Range | 7331.6978 |
| Interquartile range (IQR) | 1897.3348 |
Descriptive statistics
| Standard deviation | 1356.9553 |
|---|---|
| Coefficient of variation (CV) | 0.22567593 |
| Kurtosis | -0.37727547 |
| Mean | 6012.8492 |
| Median Absolute Deviation (MAD) | 955.99599 |
| Skewness | -0.32185762 |
| Sum | 4671983.8 |
| Variance | 1841327.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3813.165795 | 1 | 0.1% |
| 5439.421503 | 1 | 0.1% |
| 3238.028147 | 1 | 0.1% |
| 5964.791108 | 1 | 0.1% |
| 6526.988187 | 1 | 0.1% |
| 5552.723871 | 1 | 0.1% |
| 5575.394471 | 1 | 0.1% |
| 5299.661325 | 1 | 0.1% |
| 4968.601171 | 1 | 0.1% |
| 4936.01177 | 1 | 0.1% |
| Other values (767) | 767 |
| Value | Count | Frequency (%) |
| 1637.704022 | 1 | |
| 1945.530615 | 1 | |
| 2379.905214 | 1 | |
| 2384.728916 | 1 | |
| 2452.680747 | 1 | |
| 2508.375673 | 1 | |
| 2605.696759 | 1 | |
| 2625.269164 | 1 | |
| 2688.028831 | 1 | |
| 2825.003738 | 1 |
| Value | Count | Frequency (%) |
| 8969.401842 | 1 | |
| 8823.690108 | 1 | |
| 8743.520983 | 1 | |
| 8711.208961 | 1 | |
| 8671.716806 | 1 | |
| 8655.676437 | 1 | |
| 8652.043342 | 1 | |
| 8634.775829 | 1 | |
| 8621.81568 | 1 | |
| 8605.199951 | 1 |
| AverageOfLowerTRange | AverageOfUpperTRange | AverageRainingDays | MaxOfLowerTRange | MaxOfUpperTRange | MinOfLowerTRange | MinOfUpperTRange | RainingDays | andrena | bumbles | clonesize | fruitmass | fruitset | honeybee | osmia | seeds | yield | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AverageOfLowerTRange | 1.000 | 1.000 | 0.123 | 1.000 | 1.000 | 1.000 | 1.000 | 0.123 | -0.023 | -0.006 | 0.026 | 0.082 | -0.077 | -0.002 | -0.043 | -0.013 | -0.153 |
| AverageOfUpperTRange | 1.000 | 1.000 | 0.123 | 1.000 | 1.000 | 1.000 | 1.000 | 0.123 | -0.023 | -0.010 | 0.026 | 0.078 | -0.081 | 0.002 | -0.047 | -0.018 | -0.158 |
| AverageRainingDays | 0.123 | 0.123 | 1.000 | 0.123 | 0.123 | 0.123 | 0.123 | 1.000 | 0.036 | 0.057 | -0.017 | -0.453 | -0.496 | 0.001 | 0.074 | -0.477 | -0.546 |
| MaxOfLowerTRange | 1.000 | 1.000 | 0.123 | 1.000 | 1.000 | 1.000 | 1.000 | 0.123 | -0.023 | -0.015 | 0.026 | 0.074 | -0.085 | 0.007 | -0.051 | -0.021 | -0.161 |
| MaxOfUpperTRange | 1.000 | 1.000 | 0.123 | 1.000 | 1.000 | 1.000 | 1.000 | 0.123 | -0.023 | -0.015 | 0.026 | 0.074 | -0.085 | 0.007 | -0.051 | -0.021 | -0.161 |
| MinOfLowerTRange | 1.000 | 1.000 | 0.123 | 1.000 | 1.000 | 1.000 | 1.000 | 0.123 | -0.023 | -0.010 | 0.026 | 0.078 | -0.081 | 0.002 | -0.047 | -0.018 | -0.158 |
| MinOfUpperTRange | 1.000 | 1.000 | 0.123 | 1.000 | 1.000 | 1.000 | 1.000 | 0.123 | -0.023 | -0.001 | 0.025 | 0.084 | -0.074 | -0.007 | -0.039 | -0.011 | -0.151 |
| RainingDays | 0.123 | 0.123 | 1.000 | 0.123 | 0.123 | 0.123 | 0.123 | 1.000 | 0.022 | 0.026 | -0.015 | -0.484 | -0.518 | 0.001 | 0.044 | -0.510 | -0.575 |
| andrena | -0.023 | -0.023 | 0.036 | -0.023 | -0.023 | -0.023 | -0.023 | 0.022 | 1.000 | -0.003 | 0.045 | 0.081 | 0.073 | 0.209 | 0.325 | 0.076 | 0.123 |
| bumbles | -0.006 | -0.010 | 0.057 | -0.015 | -0.015 | -0.010 | -0.001 | 0.026 | -0.003 | 1.000 | 0.039 | 0.306 | 0.266 | 0.084 | 0.185 | 0.327 | 0.286 |
| clonesize | 0.026 | 0.026 | -0.017 | 0.026 | 0.026 | 0.026 | 0.025 | -0.015 | 0.045 | 0.039 | 1.000 | -0.453 | -0.553 | 0.824 | -0.056 | -0.482 | -0.498 |
| fruitmass | 0.082 | 0.078 | -0.453 | 0.074 | 0.074 | 0.078 | 0.084 | -0.484 | 0.081 | 0.306 | -0.453 | 1.000 | 0.955 | -0.337 | 0.267 | 0.990 | 0.927 |
| fruitset | -0.077 | -0.081 | -0.496 | -0.085 | -0.085 | -0.081 | -0.074 | -0.518 | 0.073 | 0.266 | -0.553 | 0.955 | 1.000 | -0.391 | 0.264 | 0.977 | 0.982 |
| honeybee | -0.002 | 0.002 | 0.001 | 0.007 | 0.007 | 0.002 | -0.007 | 0.001 | 0.209 | 0.084 | 0.824 | -0.337 | -0.391 | 1.000 | 0.113 | -0.361 | -0.341 |
| osmia | -0.043 | -0.047 | 0.074 | -0.051 | -0.051 | -0.047 | -0.039 | 0.044 | 0.325 | 0.185 | -0.056 | 0.267 | 0.264 | 0.113 | 1.000 | 0.284 | 0.315 |
| seeds | -0.013 | -0.018 | -0.477 | -0.021 | -0.021 | -0.018 | -0.011 | -0.510 | 0.076 | 0.327 | -0.482 | 0.990 | 0.977 | -0.361 | 0.284 | 1.000 | 0.964 |
| yield | -0.153 | -0.158 | -0.546 | -0.161 | -0.161 | -0.158 | -0.151 | -0.575 | 0.123 | 0.286 | -0.498 | 0.927 | 0.982 | -0.341 | 0.315 | 0.964 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| clonesize | honeybee | bumbles | andrena | osmia | MaxOfUpperTRange | MinOfUpperTRange | AverageOfUpperTRange | MaxOfLowerTRange | MinOfLowerTRange | AverageOfLowerTRange | RainingDays | AverageRainingDays | fruitset | fruitmass | seeds | yield | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 16.0 | 0.26 | 0.410652 | 0.408159 | 31.678898 | 3813.165795 |
| 1 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 1.0 | 0.10 | 0.444254 | 0.425458 | 33.449385 | 4947.605663 |
| 2 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 94.6 | 57.2 | 79.0 | 68.2 | 33.0 | 55.9 | 16.0 | 0.26 | 0.383787 | 0.399172 | 30.546306 | 3866.798965 |
| 3 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 94.6 | 57.2 | 79.0 | 68.2 | 33.0 | 55.9 | 1.0 | 0.10 | 0.407564 | 0.408789 | 31.562586 | 4303.943030 |
| 4 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 24.0 | 0.39 | 0.354413 | 0.382703 | 28.873714 | 3436.493543 |
| 5 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 34.0 | 0.56 | 0.309669 | 0.366284 | 27.345454 | 2825.003738 |
| 6 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 94.6 | 57.2 | 79.0 | 68.2 | 33.0 | 55.9 | 24.0 | 0.39 | 0.284443 | 0.352186 | 26.101179 | 2625.269164 |
| 7 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 94.6 | 57.2 | 79.0 | 68.2 | 33.0 | 55.9 | 34.0 | 0.56 | 0.246568 | 0.342826 | 25.042361 | 2379.905214 |
| 8 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 77.4 | 46.8 | 64.7 | 55.8 | 27.0 | 45.8 | 16.0 | 0.26 | 0.427977 | 0.414711 | 32.334153 | 4234.868585 |
| 9 | 37.5 | 0.75 | 0.25 | 0.25 | 0.25 | 77.4 | 46.8 | 64.7 | 55.8 | 27.0 | 45.8 | 1.0 | 0.10 | 0.464366 | 0.436346 | 34.849953 | 5356.871861 |
| clonesize | honeybee | bumbles | andrena | osmia | MaxOfUpperTRange | MinOfUpperTRange | AverageOfUpperTRange | MaxOfLowerTRange | MinOfLowerTRange | AverageOfLowerTRange | RainingDays | AverageRainingDays | fruitset | fruitmass | seeds | yield | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 767 | 20.0 | 0.000 | 0.585 | 0.000 | 0.000 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 3.77 | 0.06 | 0.599984 | 0.529791 | 46.585105 | 7575.801245 |
| 768 | 20.0 | 0.000 | 0.000 | 0.585 | 0.000 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 3.77 | 0.06 | 0.249335 | 0.320727 | 23.412776 | 2605.696759 |
| 769 | 20.0 | 0.000 | 0.000 | 0.000 | 0.585 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 3.77 | 0.06 | 0.361519 | 0.389815 | 29.559494 | 4254.825135 |
| 770 | 20.0 | 0.000 | 0.293 | 0.234 | 0.058 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 3.77 | 0.06 | 0.497503 | 0.453339 | 36.633376 | 5449.421199 |
| 771 | 20.0 | 0.000 | 0.058 | 0.409 | 0.117 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 3.77 | 0.06 | 0.335927 | 0.377012 | 28.135899 | 3471.192143 |
| 772 | 10.0 | 0.537 | 0.117 | 0.409 | 0.058 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 3.77 | 0.06 | 0.486815 | 0.428012 | 33.447471 | 5333.873335 |
| 773 | 40.0 | 0.537 | 0.117 | 0.409 | 0.058 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 3.77 | 0.06 | 0.342841 | 0.377915 | 28.462005 | 3373.436842 |
| 774 | 20.0 | 0.537 | 0.117 | 0.409 | 0.058 | 86.0 | 52.0 | 71.9 | 62.0 | 30.0 | 50.8 | 24.00 | 0.39 | 0.404617 | 0.401670 | 30.748240 | 4203.027624 |
| 775 | 20.0 | 0.537 | 0.117 | 0.409 | 0.058 | 89.0 | 39.0 | 65.6 | 66.0 | 28.0 | 45.3 | 3.77 | 0.06 | 0.401538 | 0.399935 | 30.582161 | 4166.299735 |
| 776 | 20.0 | 0.537 | 0.117 | 0.409 | 0.058 | 89.0 | 39.0 | 65.6 | 66.0 | 28.0 | 45.3 | 24.00 | 0.39 | 0.384646 | 0.392303 | 29.742583 | 3943.131681 |